Benchmarking reports

from sklearn_benchmarks.report import Reporting

reporting = Reporting(config_file_path="config.yml")
reporting.run()

Time report

	hour	min	sec
algo
KNeighborsClassifier	0.0	14.0	7.300665
daal4py_KNeighborsClassifier	0.0	5.0	26.182890
KNeighborsClassifier_kd_tree	0.0	6.0	53.748814
daal4py_KNeighborsClassifier_kd_tree	0.0	1.0	49.397823
KMeans	0.0	12.0	38.285580
daal4py_KMeans	0.0	8.0	25.784581
total	0.0	49.0	20.751925

KNeighborsClassifier

Results

Plots

KNeighborsClassifier_kd_tree

Results

Plots

KMeans

Results

Plots

['(10000, 2)', '(10000, 100)', '(1000000, 2)', '(1000000, 100)', '(1, 2)', '(1, 2)', '(1, 100)', '(1, 100)', '(1000, 2)', '(1000, 2)', '(1000, 100)', '(1000, 100)']
0     4.810155
18    5.014560
36    2.015596
54    1.790843
1     1.071122
37    1.894628
19    2.967767
55    1.898032
2     1.603291
38    1.932307
20    1.967776
56    1.812089
Name: speedup, dtype: float64
['(10000, 2)', '(10000, 100)', '(1000000, 2)', '(1000000, 100)', '(1, 2)', '(1, 2)', '(1, 100)', '(1, 100)', '(1000, 2)', '(1000, 2)', '(1000, 100)', '(1000, 100)']
3     2.398636
21    4.002957
39    1.803274
57    1.842706
4     1.951888
40    1.726401
22    2.133791
58    2.106080
5     1.659746
41    1.723906
23    1.452344
59    2.030935
Name: speedup, dtype: float64
['(10000, 2)', '(10000, 100)', '(1000000, 2)', '(1000000, 100)', '(1, 2)', '(1, 2)', '(1, 100)', '(1, 100)', '(1000, 2)', '(1000, 2)', '(1000, 100)', '(1000, 100)']
6     2.416973
24    1.961193
42    2.517803
60    1.864829
7     2.235131
43    1.910300
25    2.098980
61    2.242439
8     1.180479
44    1.073026
26    3.530542
62    5.330264
Name: speedup, dtype: float64
['(10000, 2)', '(10000, 100)', '(1000000, 2)', '(1000000, 100)', '(1, 2)', '(1, 2)', '(1, 100)', '(1, 100)', '(1000, 2)', '(1000, 2)', '(1000, 100)', '(1000, 100)']
9     3.131373
27    2.193801
45    1.932855
63    1.708351
10    1.920655
46    2.297415
28    2.510646
64    2.162800
11    2.299230
47    1.864612
29    2.278153
65    2.278981
Name: speedup, dtype: float64
['(10000, 2)', '(10000, 100)', '(1000000, 2)', '(1000000, 100)', '(1, 2)', '(1, 2)', '(1, 100)', '(1, 100)', '(1000, 2)', '(1000, 2)', '(1000, 100)', '(1000, 100)']
12    2.127359
30    1.923109
48    1.612288
66    1.681684
13    2.735886
49    2.076509
31    1.979820
67    1.531682
14    1.633532
50    1.953978
32    1.881107
68    2.123985
Name: speedup, dtype: float64
['(10000, 2)', '(10000, 100)', '(1000000, 2)', '(1000000, 100)', '(1, 2)', '(1, 2)', '(1, 100)', '(1, 100)', '(1000, 2)', '(1000, 2)', '(1000, 100)', '(1000, 100)']
15    1.914725
33    1.156808
51    2.239534
69    1.282122
16    2.053942
52    1.922864
34    2.627638
70    1.688439
17    1.144385
53    1.400854
35    3.490436
71    5.139842
Name: speedup, dtype: float64